Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: UQCRH

Gene summary for UQCRH

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

UQCRH

Gene ID

7388

Gene nameubiquinol-cytochrome c reductase hinge protein
Gene AliasQCR6
Cytomap1p33
Gene Typeprotein-coding
GO ID

GO:0006091

UniProtAcc

Q567R0


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
7388UQCRHGSM4909281HumanBreastIDC8.86e-445.29e-010.21
7388UQCRHGSM4909282HumanBreastIDC2.83e-977.44e-01-0.0288
7388UQCRHGSM4909285HumanBreastIDC7.74e-1368.47e-010.21
7388UQCRHGSM4909286HumanBreastIDC4.75e-224.22e-010.1081
7388UQCRHGSM4909287HumanBreastIDC2.22e-775.73e-010.2057
7388UQCRHGSM4909288HumanBreastIDC6.85e-214.08e-010.0988
7388UQCRHGSM4909290HumanBreastIDC6.65e-244.07e-010.2096
7388UQCRHGSM4909293HumanBreastIDC1.48e-103.72e-010.1581
7388UQCRHGSM4909294HumanBreastIDC1.72e-243.11e-010.2022
7388UQCRHGSM4909296HumanBreastIDC1.11e-182.13e-010.1524
7388UQCRHGSM4909297HumanBreastIDC1.15e-23-3.13e-010.1517
7388UQCRHGSM4909301HumanBreastIDC4.87e-112.49e-010.1577
7388UQCRHGSM4909311HumanBreastIDC7.30e-56-1.54e-010.1534
7388UQCRHGSM4909312HumanBreastIDC3.24e-106.34e-020.1552
7388UQCRHGSM4909313HumanBreastIDC9.83e-03-1.36e-010.0391
7388UQCRHGSM4909315HumanBreastIDC2.86e-495.26e-010.21
7388UQCRHGSM4909316HumanBreastIDC7.67e-284.67e-010.21
7388UQCRHGSM4909318HumanBreastIDC2.41e-041.36e-010.2031
7388UQCRHGSM4909319HumanBreastIDC5.77e-71-5.73e-010.1563
7388UQCRHGSM4909320HumanBreastIDC1.20e-05-3.05e-010.1575
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
CervixThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
ProstateThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.BPH: Benign Prostatic Hyperplasia
SkinThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:004603420Oral cavityOSCCATP metabolic process166/7305277/187231.16e-125.12e-11166
GO:000611919Oral cavityOSCCoxidative phosphorylation96/7305141/187232.33e-129.75e-1196
GO:000612217Oral cavityOSCCmitochondrial electron transport, ubiquinol to cytochrome c10/730511/187235.78e-043.30e-0310
GO:002290019Oral cavityLPelectron transport chain108/4623175/187232.21e-259.90e-23108
GO:000906019Oral cavityLPaerobic respiration111/4623189/187231.68e-235.85e-21111
GO:004277319Oral cavityLPATP synthesis coupled electron transport69/462395/187239.69e-233.04e-2069
GO:004277519Oral cavityLPmitochondrial ATP synthesis coupled electron transport69/462395/187239.69e-233.04e-2069
GO:004533319Oral cavityLPcellular respiration124/4623230/187231.35e-213.38e-19124
GO:000609119Oral cavityLPgeneration of precursor metabolites and energy214/4623490/187231.12e-202.60e-18214
GO:002290419Oral cavityLPrespiratory electron transport chain75/4623114/187231.92e-204.14e-1875
GO:001964619Oral cavityLPaerobic electron transport chain62/462387/187237.13e-201.49e-1762
GO:0006119110Oral cavityLPoxidative phosphorylation81/4623141/187239.70e-171.48e-1481
GO:001598019Oral cavityLPenergy derivation by oxidation of organic compounds145/4623318/187232.44e-163.64e-14145
GO:0046034110Oral cavityLPATP metabolic process128/4623277/187233.95e-155.38e-13128
GO:000612218Oral cavityLPmitochondrial electron transport, ubiquinol to cytochrome c10/462311/187237.14e-061.37e-0410
GO:004603426Oral cavityEOLPATP metabolic process68/2218277/187232.72e-091.71e-0768
GO:001964625Oral cavityEOLPaerobic electron transport chain26/221887/187235.15e-061.04e-0426
GO:004277325Oral cavityEOLPATP synthesis coupled electron transport27/221895/187239.68e-061.75e-0427
GO:004277525Oral cavityEOLPmitochondrial ATP synthesis coupled electron transport27/221895/187239.68e-061.75e-0427
GO:000611925Oral cavityEOLPoxidative phosphorylation33/2218141/187238.63e-051.02e-0333
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501218BreastPrecancerParkinson disease99/684266/84653.58e-425.65e-404.33e-4099
hsa0502016BreastPrecancerPrion disease95/684273/84651.39e-371.46e-351.12e-3595
hsa0501616BreastPrecancerHuntington disease98/684306/84652.85e-352.25e-331.72e-3398
hsa0019016BreastPrecancerOxidative phosphorylation59/684134/84656.15e-303.24e-282.48e-2859
hsa0501016BreastPrecancerAlzheimer disease103/684384/84651.03e-294.66e-283.57e-28103
hsa0501416BreastPrecancerAmyotrophic lateral sclerosis98/684364/84652.13e-288.41e-276.44e-2798
hsa0502216BreastPrecancerPathways of neurodegeneration - multiple diseases112/684476/84656.96e-272.44e-251.87e-25112
hsa0520818BreastPrecancerChemical carcinogenesis - reactive oxygen species68/684223/84653.61e-231.14e-218.73e-2268
hsa0471418BreastPrecancerThermogenesis68/684232/84654.40e-221.26e-209.69e-2168
hsa0541518BreastPrecancerDiabetic cardiomyopathy63/684203/84655.63e-221.48e-201.14e-2063
hsa0493216BreastPrecancerNon-alcoholic fatty liver disease48/684155/84656.16e-171.50e-151.15e-1548
hsa0426016BreastPrecancerCardiac muscle contraction22/68487/84659.72e-071.62e-051.24e-0522
hsa0501219BreastPrecancerParkinson disease99/684266/84653.58e-425.65e-404.33e-4099
hsa0502017BreastPrecancerPrion disease95/684273/84651.39e-371.46e-351.12e-3595
hsa0501617BreastPrecancerHuntington disease98/684306/84652.85e-352.25e-331.72e-3398
hsa0019017BreastPrecancerOxidative phosphorylation59/684134/84656.15e-303.24e-282.48e-2859
hsa0501017BreastPrecancerAlzheimer disease103/684384/84651.03e-294.66e-283.57e-28103
hsa0501417BreastPrecancerAmyotrophic lateral sclerosis98/684364/84652.13e-288.41e-276.44e-2798
hsa0502217BreastPrecancerPathways of neurodegeneration - multiple diseases112/684476/84656.96e-272.44e-251.87e-25112
hsa0520819BreastPrecancerChemical carcinogenesis - reactive oxygen species68/684223/84653.61e-231.14e-218.73e-2268
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
UQCRHSNVMissense_Mutationnovelc.266A>Gp.Asn89Serp.N89SP07919protein_codingtolerated(0.81)benign(0.001)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
UQCRHSNVMissense_Mutationnovelc.49N>Ap.Glu17Lysp.E17KP07919protein_codingtolerated(1)benign(0)TCGA-C5-A8XK-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
UQCRHSNVMissense_Mutationrs771218841c.203C>Tp.Thr68Metp.T68MP07919protein_codingtolerated(0.13)probably_damaging(0.999)TCGA-AA-3994-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapycapecitabineCR
UQCRHSNVMissense_Mutationrs181971906c.230N>Tp.Ala77Valp.A77VP07919protein_codingdeleterious(0.01)probably_damaging(0.991)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
UQCRHSNVMissense_Mutationc.72G>Tp.Glu24Aspp.E24DP07919protein_codingtolerated(0.09)benign(0.058)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
UQCRHSNVMissense_Mutationnovelc.205N>Ap.Glu69Lysp.E69KP07919protein_codingdeleterious(0)probably_damaging(0.969)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
UQCRHSNVMissense_Mutationrs777050301c.145C>Tp.Arg49Trpp.R49WP07919protein_codingdeleterious(0.03)benign(0.04)TCGA-FI-A2D0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
UQCRHSNVMissense_Mutationnovelc.28N>Ap.Leu10Ilep.L10IP07919protein_codingtolerated(0.28)benign(0.003)TCGA-49-AARO-01Lunglung adenocarcinomaFemale<65I/IIUnknownUnknownPD
UQCRHSNVMissense_Mutationrs762474674c.146G>Ap.Arg49Glnp.R49QP07919protein_codingtolerated(0.11)benign(0.042)TCGA-55-A4DG-01Lunglung adenocarcinomaMale>=65I/IIUnknownUnknownSD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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